{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 决策树"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal length</th>\n",
       "      <th>sepal width</th>\n",
       "      <th>petal length</th>\n",
       "      <th>petal width</th>\n",
       "      <th>target</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal length  sepal width  petal length  petal width       target  label\n",
       "0           5.1          3.5           1.4          0.2  Iris-setosa      0\n",
       "1           4.9          3.0           1.4          0.2  Iris-setosa      0\n",
       "2           4.7          3.2           1.3          0.2  Iris-setosa      0\n",
       "3           4.6          3.1           1.5          0.2  Iris-setosa      0\n",
       "4           5.0          3.6           1.4          0.2  Iris-setosa      0"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#加载数据\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "data = pd.read_csv('iris_data.csv')\n",
    "data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 4) (150,)\n"
     ]
    }
   ],
   "source": [
    "#定义X,y\n",
    "X = data.drop(['target','label'],axis=1)\n",
    "y = data.loc[:,'label']\n",
    "print(X.shape,y.shape)#打印X，y的维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(criterion='entropy', min_samples_leaf=10)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#建立决策树模型\n",
    "from sklearn import tree\n",
    "dc_tree = tree.DecisionTreeClassifier(criterion='entropy',min_samples_leaf=5)\n",
    "#决策树分裂出来的叶子最少要有5个样本，如果再往下分发现少于5个样本节点就没有必要往下分了\n",
    "dc_tree.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.96\n"
     ]
    }
   ],
   "source": [
    "#预测和准确率\n",
    "y_predict = dc_tree.predict(X)\n",
    "from sklearn.metrics import accuracy_score\n",
    "accuracy = accuracy_score(y,y_predict)\n",
    "print(accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘图\n",
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "fig1 = plt.figure(figsize=(10,10)   )\n",
    "tree.plot_tree(dc_tree,filled=\"True\",feature_names=['SepalLength', 'SepalWidth', 'PetalLength', 'PetalWidth'],class_names=['setosa','versicolor','virginica'])\n",
    "#填充底色 分类名称 \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#尝试改变参数 min_samples_leaf=1\n",
    "from sklearn import tree\n",
    "dc_tree = tree.DecisionTreeClassifier(criterion='entropy',min_samples_leaf=1)\n",
    "dc_tree.fit(X,y)\n",
    "from matplotlib import pyplot as plt\n",
    "fig1 = plt.figure(figsize=(10,10)   )\n",
    "tree.plot_tree(dc_tree,filled=\"True\",feature_names=['SepalLength', 'SepalWidth', 'PetalLength', 'PetalWidth'],class_names=['setosa','versicolor','virginica'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PyCharm (Learning)",
   "language": "python",
   "name": "pycharm-bd849f12"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}